Topic
Gradual AGI as Optimization
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The Unified Gradual AGI Model
By W.H.L., GPT-5.6 Sol, Claude Sonnet 5 Chapter 12 of the forthcoming book On Gradual AGI [Editorial Note (October 23, 2026): On Gradual AGI, First Edition (v1.0), was published on October 19,…
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Optimization: Choosing Among Trajectories
By W.H.L., GPT-5.6 Sol, Claude Sonnet 5 Plural Objectives, Uncertainty, and Revisable Choice Chapter 6 of the forthcoming book On Gradual AGI, based on Champaign Magazine’s Gradual AGI series installments [Editorial Note…
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Gradual AGI as Optimization: Formal Models and Empirical Tests
By W.H.L., Claude (Sonnet 5, Opus 5) Gradual AGI as Optimization Formal Models and Empirical Tests Companion to “Gradual AGI as Optimization: A Conceptual Framework” and “Ceiling, Floor, and Slope: A Falsifiable…
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Gradual AGI as Optimization: A Conceptual Framework
By W.H.L., Claude Sonnet 5, GPT-5.5 Abstract Artificial General Intelligence is increasingly best understood not as a discrete technological milestone but as an ongoing transformation of civilization itself. As AI becomes integrated…